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     "start_time": "2019-02-26T13:38:21.579029Z"
    }
   },
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "The autoreload extension is already loaded. To reload it, use:\n",
      "  %reload_ext autoreload\n"
     ]
    },
    {
     "data": {
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       "<script type=\"text/javascript\">window.PlotlyConfig = {MathJaxConfig: 'local'};</script><script type=\"text/javascript\">if (window.MathJax) {MathJax.Hub.Config({SVG: {font: \"STIX-Web\"}});}</script><script>requirejs.config({paths: { 'plotly': ['https://cdn.plot.ly/plotly-latest.min']},});if(!window._Plotly) {require(['plotly'],function(plotly) {window._Plotly=plotly;});}</script>"
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       "<script type=\"text/javascript\">window.PlotlyConfig = {MathJaxConfig: 'local'};</script><script type=\"text/javascript\">if (window.MathJax) {MathJax.Hub.Config({SVG: {font: \"STIX-Web\"}});}</script><script>requirejs.config({paths: { 'plotly': ['https://cdn.plot.ly/plotly-latest.min']},});if(!window._Plotly) {require(['plotly'],function(plotly) {window._Plotly=plotly;});}</script>"
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      "text/html": [
       "<script type=\"text/javascript\">window.PlotlyConfig = {MathJaxConfig: 'local'};</script><script type=\"text/javascript\">if (window.MathJax) {MathJax.Hub.Config({SVG: {font: \"STIX-Web\"}});}</script><script>requirejs.config({paths: { 'plotly': ['https://cdn.plot.ly/plotly-latest.min']},});if(!window._Plotly) {require(['plotly'],function(plotly) {window._Plotly=plotly;});}</script>"
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       "<script type=\"text/javascript\">window.PlotlyConfig = {MathJaxConfig: 'local'};</script><script type=\"text/javascript\">if (window.MathJax) {MathJax.Hub.Config({SVG: {font: \"STIX-Web\"}});}</script><script>requirejs.config({paths: { 'plotly': ['https://cdn.plot.ly/plotly-latest.min']},});if(!window._Plotly) {require(['plotly'],function(plotly) {window._Plotly=plotly;});}</script>"
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   ],
   "source": [
    "import pandas as pd\n",
    "import numpy as np\n",
    "\n",
    "%load_ext autoreload\n",
    "%autoreload 2\n",
    "\n",
    "import sys\n",
    "sys.path.append('../..')\n",
    "\n",
    "# Options for pandas\n",
    "pd.options.display.max_columns = 20\n",
    "pd.options.display.max_rows = 10\n",
    "\n",
    "# Display all cell outputs\n",
    "from IPython.core.interactiveshell import InteractiveShell\n",
    "InteractiveShell.ast_node_interactivity = 'all'\n",
    "\n",
    "import plotly.plotly as py\n",
    "import plotly.graph_objs as go\n",
    "from plotly.offline import iplot, init_notebook_mode\n",
    "init_notebook_mode(connected=True)\n",
    "\n",
    "import cufflinks\n",
    "cf.go_offline(connected=True)\n",
    "cf.set_config_file(theme='pearl')\n"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 4,
   "metadata": {
    "ExecuteTime": {
     "end_time": "2019-02-26T14:08:47.911844Z",
     "start_time": "2019-02-26T14:08:47.869562Z"
    }
   },
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "<class 'pandas.core.frame.DataFrame'>\n",
      "DatetimeIndex: 3522 entries, 2005-02-28 to 2019-02-25\n",
      "Data columns (total 6 columns):\n",
      "Open         3522 non-null float64\n",
      "High         3522 non-null float64\n",
      "Low          3522 non-null float64\n",
      "Close        3522 non-null float64\n",
      "Adj Close    3522 non-null float64\n",
      "Volume       3522 non-null int64\n",
      "dtypes: float64(5), int64(1)\n",
      "memory usage: 192.6 KB\n"
     ]
    }
   ],
   "source": [
    "data = pd.read_csv('^GSPC.csv', parse_dates=['Date'], index_col='Date')\n",
    "data.info()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 5,
   "metadata": {
    "ExecuteTime": {
     "end_time": "2019-02-26T14:08:59.786981Z",
     "start_time": "2019-02-26T14:08:58.853350Z"
    }
   },
   "outputs": [
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   ],
   "source": [
    "data.iplot(y='Adj Close')"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 22,
   "metadata": {
    "ExecuteTime": {
     "end_time": "2019-02-26T14:20:11.261582Z",
     "start_time": "2019-02-26T14:20:11.205489Z"
    }
   },
   "outputs": [
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "/usr/local/lib/python3.6/site-packages/pandas/core/indexing.py:1020: FutureWarning:\n",
      "\n",
      "\n",
      "Passing list-likes to .loc or [] with any missing label will raise\n",
      "KeyError in the future, you can use .reindex() as an alternative.\n",
      "\n",
      "See the documentation here:\n",
      "http://pandas.pydata.org/pandas-docs/stable/indexing.html#deprecate-loc-reindex-listlike\n",
      "\n"
     ]
    },
    {
     "data": {
      "text/plain": [
       "(21156.13258833347, 194)"
      ]
     },
     "execution_count": 22,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "dates = pd.date_range('2008-01-01', 'today', freq='3W-MON')\n",
    "buys = data.loc[dates, 'Adj Close'].fillna(method='ffill').to_frame()\n",
    "buys['fraction'] = 60 / buys['Adj Close']\n",
    "total = buys['fraction'].sum() * data['Adj Close'].iloc[-1]\n",
    "total, len(buys)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 16,
   "metadata": {
    "ExecuteTime": {
     "end_time": "2019-02-26T14:15:34.984883Z",
     "start_time": "2019-02-26T14:15:34.925582Z"
    }
   },
   "outputs": [
    {
     "data": {
      "text/plain": [
       "2008-01-07    1416.180054\n",
       "2008-01-28    1353.959961\n",
       "2008-02-18            NaN\n",
       "2008-03-10    1273.369995\n",
       "2008-03-31    1322.699951\n",
       "2008-04-21    1388.170044\n",
       "2008-05-12    1403.579956\n",
       "2008-06-02    1385.670044\n",
       "2008-06-23    1318.000000\n",
       "2008-07-14    1228.300049\n",
       "                 ...     \n",
       "2018-08-06    2850.399902\n",
       "2018-08-27    2896.739990\n",
       "2018-09-17    2888.800049\n",
       "2018-10-08    2884.429932\n",
       "2018-10-29    2641.250000\n",
       "2018-11-19    2690.729980\n",
       "2018-12-10    2637.719971\n",
       "2018-12-31    2506.850098\n",
       "2019-01-21            NaN\n",
       "2019-02-11    2709.800049\n",
       "Freq: 3W-MON, Name: Adj Close, Length: 194, dtype: float64"
      ]
     },
     "execution_count": 16,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "buys"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 9,
   "metadata": {
    "ExecuteTime": {
     "end_time": "2019-02-26T14:11:24.015071Z",
     "start_time": "2019-02-26T14:11:23.969252Z"
    }
   },
   "outputs": [
    {
     "data": {
      "text/plain": [
       "DatetimeIndex(['2008-01-07', '2008-01-28', '2008-02-18', '2008-03-10',\n",
       "               '2008-03-31', '2008-04-21', '2008-05-12', '2008-06-02',\n",
       "               '2008-06-23', '2008-07-14',\n",
       "               ...\n",
       "               '2018-08-06', '2018-08-27', '2018-09-17', '2018-10-08',\n",
       "               '2018-10-29', '2018-11-19', '2018-12-10', '2018-12-31',\n",
       "               '2019-01-21', '2019-02-11'],\n",
       "              dtype='datetime64[ns]', length=194, freq='3W-MON')"
      ]
     },
     "execution_count": 9,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "dates"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "metadata": {},
   "outputs": [],
   "source": []
  }
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